For a nonzero real-valued Fourier mode satisfying with , the explicit Ornstein-Uhlenbeck solution and Itô isometry give the stationary second moment . The prefactor depends on the normalization of the mode noise, while the inverse-square dependence follows from diffusive relaxation.
An unpinned uniform height driven by Gaussian white noise is Brownian motion. Its variance grows as and it has no stationary distribution on the real height axis for . Indeed, a stationary characteristic function would obey , incompatible with continuity at zero. Quotienting out the uniform height can still leave stationary shape fluctuations.

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